Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | Unranked | mcp-rfq-processormcp · back-end | Enables AI assistants to manage the full Request for Quotation lifecycle, including submission, quoting, pricing, and installment planning via… | No signals yet | No one-command install · Source | |
| 502 | Unranked | web-search-routermcp · back-end | A remote MCP server that routes web search queries across multiple providers (HTTP APIs, external MCP servers, LLM with grounding) with intelligent… | No signals yet | No one-command install · Source | |
| 503 | Unranked | claudiokitchenmcp · back-end | Gives Claude access to OpenRouter's image, video, TTS, transcription, embeddings, and rerank APIs via a Streamable HTTP MCP server, with OIDC auth… | No signals yet | No one-command install · Source | |
| 504 | Unranked | mintsoft-mcpmcp · back-end | A Model Context Protocol server for the Mintsoft warehouse management system, enabling LLM clients to look up orders, products, stock, inbound… | No signals yet | No one-command install · Source | |
| 505 | Unranked | motomarks-mcp-servermcp · back-end | Enables AI tools to search and retrieve automotive brand data, logos, and color palettes from the Motomarks car logo API, and generate authenticated… | No signals yet | No one-command install · Source | |
| 506 | Unranked | ai-token-cost-optimization-mcp-servermcp · back-end | Provides tools to count tokens, estimate API costs, optimize prompts, and compare AI model pricing for multiple LLMs. | No signals yet | No one-command install · Source | |
| 507 | Unranked | lindas-mcp-servermcp · back-end | Enables LLMs to query structured statistical data from the Swiss Federal Archives' Linked Data platform (LINDAS) by translating natural language… | No signals yet | No one-command install · Source | |
| 508 | Unranked | campus-life-mcp-servermcp · back-end | An MCP server that provides information about IIT Guwahati campus life using a RAG pipeline backed by Qdrant Cloud. | No signals yet | No one-command install · Source | |
| 509 | Unranked | webcontrolmcp · back-end | Headless browser automation for LLM agents via REST API or MCP tools. Enables navigating pages, reading structured content, clicking elements, filling… | No signals yet | No one-command install · Source | |
| 510 | Unranked | mcp-support-agentmcp · back-end | Enables ticket management through a REST API and support document search via a local vector database, powered by Ollama and LanceDB. | No signals yet | No one-command install · Source | |
| 511 | Unranked | runcomfy-mcpmcp · back-end | MCP server for RunComfy's Serverless API (ComfyUI) that enables managing deployments, running inference, and retrieving results from AI assistants… | No signals yet | No one-command install · Source | |
| 512 | Unranked | llmgraph-mcp-servermcp · back-end | Exposes your LLMGraph workflow deployments as MCP tools, allowing AI assistants to invoke them via natural language. | No signals yet | No one-command install · Source | |
| 513 | Unranked | falc-hatun-mcp-servermcp · back-end | Provides real astrology and tarot computations using actual ephemeris and a 78-card deck, returning structured data such as natal charts, synastry… | No signals yet | No one-command install · Source | |
| 514 | Unranked | tolls-mcp-servermcp · back-end | Calculate toll costs, list operators, and get tariff data across Spain, Portugal, and France through an LLM assistant. | No signals yet | No one-command install · Source | |
| 515 | Unranked | erpnext-mcpmcp · back-end | A robust, asynchronous Model Context Protocol (MCP) server that securely connects LLMs to your ERPNext instance (Self-Hosted or Frappe Cloud) via its… | No signals yet | No one-command install · Source | |
| 516 | Unranked | mcp-fastapimcp · back-end | Exposes FastAPI reference documentation as MCP tools, enabling LLMs to query FastAPI docs during development for accurate code generation. | No signals yet | No one-command install · Source | |
| 517 | Unranked | llm-evaluation-harness-mcp-servermcp · back-end | Evaluates RAG outputs on faithfulness, answer relevancy, and context precision using an LLM-as-a-Judge backend. Exposes tools for running evaluations… | No signals yet | No one-command install · Source | |
| 518 | Unranked | mcp-weather-forecast-servermcp · back-end | Enables LLMs to retrieve weather forecasts for Israeli cities via browser automation and USA weather via API, maintaining state across tool calls for… | No signals yet | No one-command install · Source | |
| 519 | Unranked | poi-mcp-servermcp · back-end | Exposes Poi's external APIs (file upload/download, commenting, license key issuance) as MCP tools for use with LLM clients like Claude. | No signals yet | No one-command install · Source | |
| 520 | Unranked | mcp-map-servermcp · back-end | MCP服务器，为LLM提供高德和百度地图的地理编码、POI搜索、路径规划、天气查询等功能。 | No signals yet | No one-command install · Source | |
| 521 | Unranked | cheapestinferencemcp · back-end | CheapestInference — unlimited flat-rate API for frontier open-source LLMs | No signals yet | No one-command install · Source | |
| 522 | Unranked | sibylmcp · back-end | MCP server for Google's Gemini API, enabling text, image, video, speech, embeddings, and deep research capabilities through a single tool set. | No signals yet | No one-command install · Source | |
| 523 | Unranked | mlservemcp · back-end | Self-hosted ML inference MCP server providing embeddings and summarization tools using sentence-transformers and Ollama, with low-latency preloaded… | No signals yet | No one-command install · Source | |
| 524 | Unranked | document-intelligence-servermcp · back-end | Enables intelligent document processing by extracting text, classifying document types, and generating structured summaries from PDFs and images using… | No signals yet | No one-command install · Source | |
| 525 | Unranked | sy-automl-mcpmcp · back-end | An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, model training, prediction, evaluation, and model management. | No signals yet | No one-command install · Source | |
| 526 | Unranked | schoox-mcp-servermcp · back-end | Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natural language using AI assistants, without writing API code. | No signals yet | No one-command install · Source | |
| 527 | Unranked | mcp-run-isolated-pythonmcp · back-end | Enables LLMs to execute Python code securely in a sandboxed environment. Supports configurable restrictions like no network access and returns results… | No signals yet | No one-command install · Source | |
| 528 | Unranked | api-vision-mcpmcp · back-end | Enables image recognition using vision models via OpenAI-compatible APIs, supporting multiple platforms like OpenAI, DeepSeek, and Ollama. | No signals yet | No one-command install · Source | |
| 529 | Unranked | prompt-enhancer-mcpmcp · back-end | Local MCP server that uses a local Ollama model to rewrite rough prompt drafts into structured, optimized prompts for paid APIs, saving tokens and… | No signals yet | No one-command install · Source | |
| 530 | Unranked | vs-auto-trend-mcp-servermcp · back-end | MCP server that wraps VS Auto Trend API to provide trend data and concept brief generation tools for LLMs. | No signals yet | No one-command install · Source | |
| 531 | Unranked | courses-mcp-servermcp · back-end | Enables LLMs to interact with FIT CTU course materials, including listing subjects, navigating subpages, reading content as Markdown, and performing… | No signals yet | No one-command install · Source | |
| 532 | Unranked | eval-mcp-servermcp · back-end | Exposes a deterministic AI-slop scanner and RAG grounding grader as MCP Tools, Resource, and Prompt, enabling any MCP client to evaluate text quality… | No signals yet | No one-command install · Source | |
| 533 | Unranked | computerusemcp · back-end | A stdio MCP server that provides safe local screen observation and one-step execution for desktop automation using Ollama vision models. | No signals yet | No one-command install · Source | |
| 534 | Unranked | llm-wiki-streamable-http-mcp-servermcp · back-end | Exposes LLM Wiki desktop capabilities via Streamable HTTP transport for MCP clients, enabling project listing, file reading, search, and knowledge… | No signals yet | No one-command install · Source | |
| 535 | Unranked | mcp-server-ollamamcp · back-end | Enables natural language management of blog posts and comments through a decoupled architecture using Ollama and JSON-RPC. Supports creating… | No signals yet | No one-command install · Source | |
| 536 | Unranked | modelrunnermcp · back-end | ModelRunner is a hosted remote MCP server that lets AI assistants run 100+ AI models. One connection exposes every model as a callable tool: search… | No signals yet | No one-command install · Source | |
| 537 | Unranked | photo-vlm-mcpmcp · back-end | A local Ollama-backed MCP server that gives coding assistants a portable photo-understanding toolset including photo analysis, OCR, scene inspection… | No signals yet | No one-command install · Source | |
| 538 | Unranked | leave-manager-mcp-servermcp · back-end | Enables LLMs to manage employee leave by checking balances, applying for leave, and viewing history. | No signals yet | No one-command install · Source | |
| 539 | Unranked | mcp-server-for-ollama-blogmcp · back-end | Exposes a blog CRUD API (posts and comments) as MCP tools, with an integrated AI chatbot agent powered by Ollama Gemma2 for natural language… | No signals yet | No one-command install · Source | |
| 540 | Unranked | github-issue-managermcp · back-end | Integrates with GitHub REST API to allow LLM agents to list and create repository issues. | No signals yet | No one-command install · Source | |
| 541 | Unranked | hf-mcp-servermcp · back-end | Provides direct access to the Hugging Face Hub for searching models and datasets, fetching metadata, and running inference on text, images, and audio. | No signals yet | No one-command install · Source | |
| 542 | Unranked | adi-mcp-servermcp · back-end | Enables LLMs to fetch real-time weather data for any city and perform basic arithmetic operations like addition. | No signals yet | No one-command install · Source | |
| 543 | Unranked | directus-safe-mcpmcp · back-end | A schema-aware, dry-run/verify-guarded MCP sidecar that wraps the Directus REST API with safety features like collection allowlists, batch limits, and… | No signals yet | No one-command install · Source | |
| 544 | Unranked | mcp-search-fetchmcp · back-end | Provides web search and page fetching capabilities using Ollama's API. | No signals yet | No one-command install · Source | |
| 545 | Unranked | playwright-mcp-cursormcp · back-end | Demonstrates using Playwright with the Model Context Protocol (MCP) to enable large language models to automate browser interactions, with an example… | No signals yet | No one-command install · Source | |
| 546 | Unranked | api-mcpmcp · back-end | Enables LLMs to make arbitrary HTTP API requests with any method and full control over headers, query parameters, and body. | No signals yet | No one-command install · Source | |
| 547 | Unranked | qlab-mcp-servermcp · back-end | Enables LLMs to control QLab live over OSC, including querying workspaces, managing cues, and sending raw OSC or AppleScript commands. | No signals yet | No one-command install · Source | |
| 548 | Unranked | leave-mcp-servermcp · back-end | Enables LLM clients to handle leave applications by providing tools for initialization, organization selection, leave day calculation, attachment… | No signals yet | No one-command install · Source | |
| 549 | Unranked | notmuchproxymcp · back-end | Enables LLMs to search and read email from a notmuch archive, providing tools for searching threads, retrieving messages, and listing tags through an… | No signals yet | No one-command install · Source | |
| 550 | Unranked | tree-of-thoughts-mcp-servermcp · back-end | Implements the Tree of Thoughts framework for structured reasoning and decision tree exploration, enabling LLMs to explore multiple reasoning paths… | No signals yet | No one-command install · Source | |
| 551 | Unranked | smartfarm-mcpmcp · back-end | Wraps the Smart Farm Korea Open API into MCP tools, allowing LLMs to query farm environment data using friendly metric names like temperature… | No signals yet | No one-command install · Source | |
| 552 | Unranked | ai-mcp-servermcp · back-end | A local MCP bridge that registers multiple AI API endpoints, enabling agents to automatically discover and route to models based on capabilities like… | No signals yet | No one-command install · Source | |
| 553 | Unranked | ollama-mcpmcp · back-end | MCP server that lets Claude Code offload simple tasks like code explanation, writing tests, and adding comments to a local Ollama model, saving Claude… | No signals yet | No one-command install · Source | |
| 554 | Unranked | company-api-mcp-servermcp · back-end | Exposes internal company services as LLM-callable MCP tools, enabling AI agents to perform business operations like customer management, order… | No signals yet | No one-command install · Source | |
| 555 | Unranked | remotexg-mcp-servermcp · back-end | Enables LLMs to perform distributed XGBoost training via the Model Context Protocol, allowing gradient-boosted tree model training directly from AI… | No signals yet | No one-command install · Source | |
| 556 | Unranked | low-latency-tts-api-server-mcpmcp · back-end | A low-latency text-to-speech MCP server that uses local Kokoro GGUF inference via TTS.cpp, providing say, get_voices, and get_status tools for AI… | No signals yet | No one-command install · Source | |
| 557 | Unranked | sjsingle-ai-sql-server-mcpmcp · back-end | MCP server for Microsoft SQL Server enabling safe read-only queries, schema discovery, and natural-language query via LangChain. | No signals yet | No one-command install · Source | |
| 558 | Unranked | scryfall-mcpmcp · back-end | A Model Context Protocol server that exposes the Scryfall Magic: The Gathering API as tools for LLM clients, enabling card search, images, prices… | No signals yet | No one-command install · Source | |
| 559 | Unranked | evds-mcp-servermcp · back-end | Enables querying Turkish economic data (inflation, FX rates, policy rates, etc.) from TCMB EVDS via curated tools, preventing LLM hallucination. | No signals yet | No one-command install · Source | |
| 560 | Unranked | fleet-intelligence-mcp-servermcp · back-end | Connects an LLM to your fleet of clusters via ACM or Multicluster Global Hub, enabling queries about fleet health, unhealthy clusters, and detailed… | No signals yet | No one-command install · Source | |
| 561 | Unranked | nvidia-nim-mcp-servermcp · back-end | Enables local task execution using the user's NVIDIA NIM API quota, with tools to process file contents through LLMs, send chat prompts, and list… | No signals yet | No one-command install · Source | |
| 562 | Unranked | groq-mcp-servermcp · back-end | Enables lightning-fast inference using Groq models through MCP clients, supporting vision, speech, batch processing, and agentic tasks. | No signals yet | No one-command install · Source | |
| 563 | Unranked | litmos-mcpmcp · back-end | Enables Claude Desktop to interact with the Litmos REST API for managing courses, users, training progress, and enrollments. | No signals yet | No one-command install · Source | |
| 564 | Unranked | kuksa-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that connects LLMs to vehicle data via the Eclipse Kuksa Databroker, enabling AI assistants to read and write… | No signals yet | No one-command install · Source | |
| 565 | Unranked | langgraph-fastapi-mcp-servermcp · back-end | Enables LLM-powered agents to securely communicate with and orchestrate downstream microservices via FastAPI endpoints exposed as MCP tools. | No signals yet | No one-command install · Source | |
| 566 | Unranked | brand-knowledge-mcp-servermcp · back-end | Provides structured dealer brand data including inventory, promotions, reviews, and dealer profile via MCP tools, enabling LLMs to answer accurate… | No signals yet | No one-command install · Source | |
| 567 | Unranked | api-to-mcp-gatewaymcp · back-end | Acts as a bridge between standard REST/OpenAPI web APIs and the Model Context Protocol, dynamically converting REST endpoints into MCP tools for LLM… | No signals yet | No one-command install · Source | |
| 568 | Unranked | lifeng688-anki-mcpmcp · back-end | MCP stdio server for controlling local Anki via AnkiConnect. Enables LLMs to manage Anki decks and notes through a standardized tool interface. | No signals yet | No one-command install · Source | |
| 569 | Unranked | gpkg-mcpmcp · back-end | A knowledge graph MCP server for Moleculer and Go microservice projects that scans codebases, extracts service metadata, seeds Neo4j, and exposes… | No signals yet | No one-command install · Source | |
| 570 | Unranked | ftrack-mcp-servermcp · back-end | Provides broad, typed access to the ftrack Studio production-tracking API for LLM agents via 28 tools, including generic CRUD and convenience… | No signals yet | No one-command install · Source | |
| 571 | Unranked | maic-server-fs-mcpmcp · back-end | Provides LLMs with local filesystem operations (read/write files, list directories) and command execution via MCP, enabling file management and task… | No signals yet | No one-command install · Source | |
| 572 | Unranked | hackernews-mcpmcp · back-end | Enables LLMs to search and read Hacker News posts and comments via the Algolia API. | No signals yet | No one-command install · Source | |
| 573 | Unranked | agi-cognitive-mcp-servermcp · back-end | Provides programmatic access to causal discovery, topological data analysis, Gaussian process belief updating, thermodynamic auditing, and HCHL… | No signals yet | No one-command install · Source | |
| 574 | Unranked | location-mcpmcp · back-end | A Model Context Protocol server that enables LLMs to perform IP geolocation, reverse geocoding, and detect the host's public IP without requiring API… | No signals yet | No one-command install · Source | |
| 575 | Unranked | mcp-tool-connectormcp · back-end | Exposes search over internal documents and company lookup via authenticated API, enabling LLMs to access firm files and data. | No signals yet | No one-command install · Source | |
| 576 | Unranked | openai-mcp-servermcp · back-end | Provides tools to interact with OpenAI API including chat completions, embeddings, content moderation, and file management through natural language. | No signals yet | No one-command install · Source | |
| 577 | Unranked | cohere-mcpmcp · back-end | A Type 3 DAuth MCP server for Cohere AI API, enabling chat, embeddings, reranking, classification, and summarization using Cohere's AI models. | No signals yet | No one-command install · Source | |
| 578 | Unranked | random-persona-mcp-servermcp · back-end | Enables dynamic persona injection and post-processing for LLM conversations through a six-layer engine. Supports commands and state management for… | No signals yet | No one-command install · Source | |
| 579 | Unranked | mcp-sparqlmcp · back-end | MCP server exposing SPARQL query functionalities for LLMs, enabling query execution, validation, and graph exploration across SPARQL endpoints. | No signals yet | No one-command install · Source | |
| 580 | Unranked | jina-mcp-servermcp · back-end | Remote MCP server providing access to Jina Reader, Embeddings, and Reranker APIs for web content extraction, search, and AI-powered text processing. | No signals yet | No one-command install · Source | |
| 581 | Unranked | masabbs-mcpmcp · back-end | MCP server enabling LLMs to retrieve thread-centered discussion context and manage organization design through masabbs REST API. | No signals yet | No one-command install · Source | |
| 582 | Unranked | knowledge-curator-mcpmcp · back-end | A local, zero-cost MCP server that fact-checks your Markdown/Obsidian notes using a local LLM (via Ollama) and free sources like Wikipedia and… | No signals yet | No one-command install · Source | |
| 583 | Unranked | mcp-server-playgroundmcp · back-end | A learning project that wraps a FastAPI app with endpoints for random facts and Japan FAQs as MCP tools, enabling LLMs to call them via LiteLLM proxy. | No signals yet | No one-command install · Source | |
| 584 | Unranked | tattoo-feedmcp · back-end | An MCP server that lets an LLM client browse and curate posts from a hand-picked list of Instagram tattoo artists via Instagram's Business Discovery… | No signals yet | No one-command install · Source | |
| 585 | Unranked | mcp-timer-servermcp · back-end | Provides accurate system time to LLM applications with multi-timezone support via a simple tool call. | No signals yet | No one-command install · Source | |
| 586 | Unranked | agmarknet-mcp-servermcp · back-end | Provides LLMs with real-time access to Indian agricultural commodity prices across 3,000+ markets via the government's Agmarknet database. | No signals yet | No one-command install · Source | |
| 587 | Unranked | fast-embedding-mcp-ssemcp · back-end | Provides fast static embedding, similarity, and search capabilities via MCP tools and an OpenAI-compatible HTTP API using a tiny 16M-parameter English… | No signals yet | No one-command install · Source | |
| 588 | Unranked | minimax-llm-mcpmcp · back-end | Exposes the MiniMax M3 LLM API to MCP-compatible clients, enabling chat completions, text completions, tool calls, and token counting via stdio or SSE… | No signals yet | No one-command install · Source | |
| 589 | Unranked | fastapi-knowledge-base-mcp-servermcp · back-end | Provides RAG-based FastAPI documentation retrieval and project introspection tools via MCP, enabling LLMs to query reference docs, symbols, and… | No signals yet | No one-command install · Source | |
| 590 | Unranked | parallelix-mcpmcp · back-end | MCP server for the ParalleliX Compute API that lets you offload parallel inference tasks (bulk classify, extract, summarize, etc.) to a distributed… | No signals yet | No one-command install · Source | |
| 591 | Unranked | litellm-mcpmcp · back-end | MCP server that provides tools to interact with the LiteLLM proxy API, enabling LLM completions, embeddings, image generation, and admin operations. | No signals yet | No one-command install · Source | |
| 592 | Unranked | dependency-fitness-mcpmcp · back-end | An MCP server that provides cross-validated npm dependency fitness verdicts, including deprecation, malicious detection, and safe migration target… | No signals yet | No one-command install · Source | |
| 593 | Unranked | secret-vault-mcp-servermcp · back-end | AES-256-GCM encrypted local secret storage exposed as MCP tools, with secrets captured via native OS dialogs and never passing through the LLM API. | No signals yet | No one-command install · Source | |
| 594 | Unranked | modular-mcp-servermcp · back-end | Enables LLMs to securely interact with MongoDB, GitHub, and a sandboxed file system, eliminating information silos. | No signals yet | No one-command install · Source | |
| 595 | Unranked | talordata-mcp-servermcp · back-end | Search Google and major search engines through Talordata SERP API for AI agents and RAG workflows. | No signals yet | No one-command install · Source | |
| 596 | Unranked | kyoto-assistant-mcpmcp · back-end | A Kyoto travel planning assistant that uses Wikivoyage API and LangChain/LangGraph to provide real-time attraction info, operating hours, and dynamic… | No signals yet | No one-command install · Source | |
| 597 | Unranked | cardnews-mcp-servermcp · back-end | Converts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) using LLM to generate content and Puppeteer for rendering. | No signals yet | No one-command install · Source | |
| 598 | Unranked | weatherservermcp · back-end | Provides weather data including current conditions, humidity, wind speed, sunrise/sunset, and 7-day forecast via Open-Meteo APIs, discoverable and… | No signals yet | No one-command install · Source | |
| 599 | Unranked | unifiymemcp · back-end | A Model Context Protocol (MCP) server for UniFi Network Controllers that enables LLMs to interact with UniFi infrastructure for monitoring and… | No signals yet | No one-command install · Source | |
| 600 | Unranked | yourttoo-mcp-servermcp · back-end | MCP server for travel program search, comparison, and booking via Yourttoo API, optimized for LLMs with token-saving responses. | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.